{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "os.chdir(\"..\") \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C2_NMJ and run for 1000 on jNeuroML\n",
      "\n",
      "********************\n",
      "Set default parameters for C\n",
      "Set default parameters for C2\n",
      "Opened file: /home/developer/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "Opened file: /home/developer/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "c302      >>>  Positioning muscle: MVL07 at (-80,-90,-80)\n",
      "VB1-MVL07 2 exc Acetylcholine\n",
      "c302      >>>  Writing generated network to: /home/developer/forks/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C2_NMJ.nml\n",
      "Validating examples/c302_C2_NMJ.nml against /usr/local/lib/python2.7/dist-packages/neuroml/nml/NeuroML_v2beta4.xsd\n",
      "It's valid!\n",
      "(Re)written network file to: examples/c302_C2_NMJ.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C2_NMJ.xml and have reloaded results\n",
      "c302      >>>  Reloaded data: ['VB1/0/GenericNeuronCell/v', 'MVL07/0/GenericMuscleCell/v', 'VB1/0/GenericNeuronCell/caConc', 't', 'MVL07/0/GenericMuscleCell/caConc']\n",
      "c302      >>>  All cells: ['VB1']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 neuron(s) (NMJ C2)\n",
      "c302      >>>  Plotting muscle voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 muscle(s) (NMJ C2)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAAEWCAYAAABR8e3qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWUk4IZuZlcT/AtuJdM9Ca48NAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faf16242490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEWCAYAAAB42tAoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXmYJFWVsP+e3GrvvWl6pdllE4QWQVFQUDYBddTBDYZh\nRB3c9UMQf5/OTxkY19FxZdxRUNwQWURRQBBZupFmb4Sm6X1fqrvWXM73x43Iyi6qMm9UVWbcyL7v\n89STmRFRGedmRNxzz3LPFVXF4/F4PJ7RSMUtgMfj8XjcxisKj8fj8VTFKwqPx+PxVMUrCo/H4/FU\nxSsKj8fj8VTFKwqPx+PxVMUrioQiIp8RkZ/ELUfSEJEFIrJLRNIWx54kIqvrIMPnRGSziKyf6O92\nGRFpEZEnRGR2jeNeLCL3Wnzfe0TkvydOwsYgIh8Qkf+KW44oeEUxAYjIChEZFJEZw7b/XURURBbG\nI1nyEJEfisjnJvD7VojIKeFnVV2pqp2qWpyoc0SUZwHwMeBQVd17hP05EfllILeKyEkNF7J+XAT8\nRVXXVTtIVR8BtovIWaMdIyI54FPAF4LPC4Pf65Zhx/1ERD4TvD8pOOY3w445Mth+Z8W23e6bEc5/\nkIj8IlD4O0TkERH5qIikg32/FZFNIrJVRG4TkYMr/v1/gXeIyF7VfgeX8Ipi4ngOeFv4QUSOANrj\nE2cIEcnELYOnzAJgi6purHLMPcA7AWcsjgm6h94LXGN57E+B91TZfw7wlKquGbb9ZSLy8ir/twk4\nXkSmV2w7H3jaUi5EZH/gfmAVcISqTgbeAiwCuoApwI3AwcAs4AHgt+H/q2o/cCtwnu05Y0dV/d84\n/4AVmNHNgxXbvghcDiiwMNjWEmxfCWwAvg20BftOAlYDlwAbgXXAG4AzMDfxVuCTFd//GeCXwM+B\nncBDwJHDZPoE8AgwAGSAS4Fng+OfAN5Ycfy/YDqoLwLbMIrv9Ir9k4HvBXKtAT4HpEf5PWrJdghw\nJ7AdeBw4O9h+EZAHBoFdwO+C7XOAX2Ee8ueADw471/XAj4NzPQ4sCvZdA5SAvuD7LgEWBtckExxz\nAfBk8L/LgfdUfPdJwOqKz58I2r4TWAacPEr7JwfybAKeD+6NFHBKIEspkOeHNe6r1cBJNY65E/gs\n8NdArj8AMyr2HwfcG/zWSyu/L7hHThn2W/4keB/+Thdi7te/BNvPDn7j7cG5Dxn2fR/H3HM7guvf\nGuxbELQ9U3H8GZj7cGfwu368Yt/c4PiWUdr9feBTFZ9DeT8B3FGx/SfAZ4Y9Y98GLg62pYNz/1/g\nztF+m2Hn/glwc4T+YVog2/SKbe+olNP1v9gFaIa/8KYKOo9DgptvNbAPuyuKr2BGGtMwI4/fAVcG\n+04CCsENmwXejelorg2OPSx4cPYNjv8MplN9c3D8xzGdaLZCpoeB+Qwpo7dgOt0U8M9ADzA72Pcv\nwfe9O5D/fcBaQIL9vwG+A3QAe2FGSe8Z5fcYVbbg7xngk0AOeE3QURwc/O8Pgc9VfFcKWBL8Ljlg\nP0yHfmrFufoxnU4auBK4b/i1qfi8kN0VxZnA/oAAJwK9wNEV12R18P5gzAhyTsX37D9K+3+MGUF2\nBcc9DVw4/Dst7itbRfEscBDQFny+Ktg3F9gS/DYp4LXB55mj/Daf4YWK4sfBNW8LztETfE8Wo3if\nAXIV3/cA5h6bhlHA7634nR8fJvs64JXB+6nh716xvxt48SjtfhB4ywjXtQvT8Z8SbB9JUbwcuD/Y\ndgZwG/Bv2CuK9cAFEfqHNwDrhm07Gtgad99l++ddTxPLNRhz8rWYh6RsFouIYEbMH1HVraq6E/hP\n4NyK/88DV6hqHvgZMAP4qqruVNXHMaOvIyuOX6KqvwyO/zLQihlBhnxNVVepah+Aqv5CVdeqaklV\nfw78Azi24vjnVfV/1fjvfwTMBmaJyCzMA/VhVe1R4zb5yjDZhzOabMcBnZjObFBV/wzcRIXbbhgv\nxXRs/39w/HKMj7fy3Peo6i2B3NcM+42qoqo3q+qzargLMyJ/5QiHFjEW4aEiklXVFar67PCDgiD5\nucBlwXVbAXwJeJetTGPgB6r6dHCdrweOCra/E7gl+G1KqvpHYDHmWtrymeCa92EGFzer6h+D6/pF\njAKpdPV8LbjHtmIGQqEsUzADgkrymN9zkqpuU9WHhu3fGfzfSIz0fWAGU1dgLN4RUdV7gWlB3OA8\njDKMwnSMkquJiMwDvgF8dNiunRjLMxF4RTGxXAO8HTM6H37zzcTELJaIyHYR2Q78PtgeskWHgqx9\nweuGiv19mE42ZFX4RlVLmNHSnJH2A4jIeSLycMX5D8coo5CyT1xVe4O3nRjLKAusq/jf72Asi9EY\nTbY5wKpgW8jzmNHvSOwDzAnPG5z7kxjf7wvkxlgErbY+dRE5XUTuC4KO2zGd6Izhx6nqM8CHMaPu\njSLyMxGZM/y44H+zQZts2jcRDG9/eI/sA7xl2G93AmYAYEvlPTSHinYF13AVu7dtNFm2YUb7lfwT\n5vd+XkTuEpHjh+3vwri4RmKk7wv5LmaAM2owHPOsvh94NcZajsIWLH5DEZmJGXh8U1WvG7a7C+Oe\nSwReUUwgqvo8xsVyBvDrYbs3Yzr6w1R1SvA3WVU7h39PBOaHb0QkBczDuIvKIlXs3wczEn8/xlc6\nBXgM43KpxSpMnGNGheyTVPWwMci2FpgfbAtZwJD1Nbyc8SrguYrzTlHVLlW1HRWPWh5ZRFowsY8v\nArOC3+QWRvlNVPVaVT2BIZfiSCmOmzEj5X0qtlW2r5GsAq4Z9tt1qOpVwf4edk+4eEEWFrv/fmup\naFdgJc/Hrm2PAPtWKnBVfVBVz8EMOG7AWEPhd8/FuBqXVfm+g0baoaqDwH9gYjej3d/XAP+Osbh6\nRzlmNG7HKLlREZGpGCVxo6peMcIhh2BiRonAK4qJ50LgNaraU7kxGH39L/CVMC1OROaKyKnjONcx\nIvKm4OH7MKYzv2+UYzswD/2m4NwXYCyKmqhJZ/wD8CURmSQiKRHZX0ROHINs92NGmpeISDZI/zwL\n42oDY0HtV/E9DwA7ReQTItIWpB8eLiIvtZF9hO+rJIdxJ20CCiJyOvC6kQ4UkYNF5DWBculnKCi9\nG4FFeD1whYh0BQr6oxhfuRVi5hu0hjKKSGvQKUflJ8BZInJq8Lu1Bimi84L9DwPnBtdhESamVI3r\ngTNF5GQRyWLSfAcwwfKqqOpqTDzjWCinAb9DRCYHbqxudv89TwT+rKoDo3zlLcExo3ENxt152ijy\nPBf8/+W1ZB+BTwMvF5EviMjeACJyQJCKO0VEJmHiHn9V1UtH+Y4TMZlPicArigkm8HcvHmX3JzAP\ny30i0o0ZmRw8yrE2/BbjN96G8YG/KXjoRpLrCYyv/G+YzvMITKaMLedhOtYngvP9kurm94iyBaO9\ns4DTMaPvbwLnqepTwf99D+O33i4iNwQd7+sxvu7ngv/5Lvb+3SuBTwXf9/HKHUGc6IOYDnAbxm14\n4yjf0wJcFZx/PWYUfNkox34AM1pfjskkuxaTpWPLMowimovpcPrY3UKxQlVXYdJIP4lRhquA/8PQ\nc///YQL52zAj8GtrfN8yTNzjfzC/w1nAWcE1teE77B6reRewIngW3ovJBAp5ByY7aTR+B7xoFPdf\nqLD/LyaoPiKqeo+qrh1tP6NYo0Fs6nhMAP1xEdmBsUwXY2IPb8TE1i4QM7kz/FsAEAwCzsDEARNB\nmNHi8UwYYiY4HaCq74xbFo87BNbY3zFpxaMGg0XkxcB3VHV4zGL4cRdhJi5+eGIlBRHZivEMPFyH\n7/4AMF9VL5no764XXlF4JhyvKDxJRkReB/wCkwrdU+v4PQE/Y9fj8XgCRORnwMuAd3slMYS3KDwe\nj8dTFR/M9ng8Hk9VmsL1NGPGDF24cGHcYng8Hk+iWLJkyWZVnVnruKZQFAsXLmTx4tEyUj0ej8cz\nEiLyfO2jvOvJ4/F4PDXwisLj8Xg8VfGKwuPxeDxV8YrC4/F4PFXxisLj8Xg8VYlNUYjIfBG5Q0Se\nEJHHReRDwfZpIvJHEflH8Do1Lhk9Ho/HE69FUQA+pqqHYlY9u1hEDsWs6/wnVT0Q+FPw2ePxeDwx\nEZuiUNV14dKHQbnnJzFllc9hqPzujzDrzXo8Hk/d6B0s8Kslq/EljUbGiRiFiCwEXoJZ1GZWRQni\n9ey+5GXl/1wkIotFZPGmTZsaIqfH42lOPv/7ZXzsF0u5+x+b4xbFSWJXFCLSiVn048Oq2l25T416\nH23xkKtVdZGqLpo5s+YMdI/H4xmV7n6z3teG7v6YJXGTWBVFsJzir4Cfqmq4xvQGEZkd7J8NbIxL\nPo/Hs2cwqTULwM7+QsySuEmcWU+CWfbySVX9csWuG4Hzg/fnY5bU9Hg8nrrR2WLK3u0a8IpiJOIs\nCvgKzJq5j4pIuNzgJzHrEl8vIhcCzwNvjUk+j8ezh9DZ6hVFNWJTFKp6DyCj7D65kbJ4PJ49m9Ci\n8K6nkYk9mO3xeDxx055LA96iGA2vKDwezx6PBL6NnUH2k2d3vKLweDxj5pt3PsNT67trH+g44Ty7\nzbsG4hXEUbyi8Hg8Y0JV+fzvl3H6V++OW5QJY822vrhFcBKvKDwez7hopqoX23q962kkvKLweDxj\nopkURGVbfJzihXhF4fF4PBU8unpH3CI4h1cUHo9nTDSRQbEbD63cFrcIzuEVhcfj2eMJld6U9iy3\nPrY+VllcJM4SHh6PJ8E049oN//zS+XznruX8cslq3nzMvPL2/nyRzbsG2LJrkC09A2zeNciWXYNs\n6x2kZ6BAX75If75I32CRvnyRvnyJwUKJUkkplEoUS0pRlWJRKZSUkprXYtFsVwUlfAUUSqoo5ndW\nIJMSvv72ozn1sL0b/rt4ReHxeMZNf75IazYdtxjj5p8XzWfJim18/BdL+eJtyxCBHX15egeLIx7f\nmk3R2ZKhNZumNZumLfib3JYllxYyqRTptJBJCWkR0ikhkw5eUynSKSElICKmnpGAIIiY+kYSfC6U\nlG/f9SzLN/U08uco4xWFx+MZE5X2xOptvRywV1dssoyX0DrKplP85N9exs8fXMWja0xQe0pblmmd\nOWZ0tDC9M8f0zhamd+SY3pmjPdeYLrRvsMi373q2IecaCa8oPB7PuHl+S7IVRSWt2TTnv3xh3GLs\nRlhiRGNKIfDBbI/HMyYqQxRPrkt2GY+kRFviCgt5ReHxNJjbn9jAwktvZnvvYNyiTBhLnm+OlFIZ\nbeGDPRyvKDyeBvPde5YD8MTapI/Ch4a39z+3lR5fortulF1PMZkUscYoROT7wOuBjap6eLBtGvBz\nYCGwAnirqjbHcMUzLq5fvIoXz5vMi/aeFLco46IrWJ+5u0kWyXnNi/biz09t5Nr7V/LuV+1X9dhS\nSdk5UKB3sMBAvsRgscRAvsRAochgocRAoUS+WKKkplMsqg69L5n3JVVKle/D9NKgEw270rBPffkB\n02vfM477noKcqNhcT3EHs38IfB34ccW2S4E/qepVInJp8PkTMcjmcYxLfvkIACuuOjNmScbHlDaj\nKHb0Jdv1FHZax+wzFYArb32Sx9buYO/JrfQMFOjuK7CjL8/2vjw7egfZ0ZdnR1+eUoM7u5MOnskP\nLzjW6lhx1PcUt1ixKgpV/YuILBy2+RzgpOD9j4A78YrC00RM7cgBsLWnOYrPicDX3vYSrrzlSf7w\nxAZ29ObpaEnT1ZplanuWye059pnWzuS2LFPas0xuy9LRkqE1myKXTtOSSdGSTdGSSZPLpMycg5SQ\nkqE5BuF8g5SYOQbhfgm2pYKeVCpkEoTzf/AA+WIpvh9nggjbFZfhE7dFMRKzVHVd8H49MGukg0Tk\nIuAigAULFjRItOSxfNMu/u3Hi/nZRcexV1dr3OJ4gKntRlFsa6JgdmdLhiveeARXvPGIuEXZjWxa\nKFnoibjSTm0JLR2f9TQCapyOI/40qnq1qi5S1UUzZ85ssGTJ4Uf3rmD5ph5+t3Rd7YM9DaGjxcxg\n3rKrORSF4Ka7BoxsUZSAqy0Zsij8PIqQDSIyGyB43RizPIlmWkcLANt6mqNTagbCUeHqbb3xCjJO\nElHqSRIipyXeohjiRuD84P35wG9jlCXxTO0wgdNmcnMkvRhdKP+KLfHU7Zlo4g60VkOw8+u7fksN\nzcyOh1gVhYhcB/wNOFhEVovIhcBVwGtF5B/AKcHnWHh09Q4eW5PsRUwmtzWfotie8OUqw4d9Q/cA\npUanAE0grvv1wQS6o4jpqtKLOxsr7qynt42y6+SGCjIKZ339HiDZ6ZjhDba1iVxPq7b1ljOHkkjl\n6HXtjj7mTW2PT5gJwNG+FTAdf8l1cyEKMbXFRdeTZwIJ3RxJH4VXsnJrwn37Fe9XbE5uW5LQ/9oa\nFAloinVb6oFXFE1OOJpqJosi8Yqiood9rgniFK66ayDIeoqg0dzO4PLBbE+dCG+sZopRrEq4oqjk\nuZgWotlTsLYokmBS4NNjnSbJAcdQ9HwxuW2A3UfhybcozOt+MzpYtiG5hQGTcEeJSCQl4LR1FKNw\nLs7Mdo6ewUK5kFvSqAzkFYolMulkjg0qH/bntyRcUQRd7OFzJ3Pnso2USkoqNbGdQFhEr1AaelUd\nWpM5XIfZHBvIVN4Hk9oy1qu3ue+uSYJKq02crievKCzo7k+uoqgc9m3tHUxsGY/K52Pt9j7yxRLZ\nhCu9Ew6YwY1L1/KLJat466L59OWLbNk1yOZdA2wOX3cOmNeeQXoHCvTli/QNFs1rvkjfoKm2WgwU\nglEKpXEX3pvR2cKDl59cdRSbhA7YPpjdPG2pBzUVhYjsBbwCmAP0AY8Bi1U1+ZW2LNnZnwfa4hZj\nTFRaFFt7EqwognYsmNbOyq29rN3exz7TO2KWamyEV+S0I/bm2gdW8olfPcqlv3501NHipNYMMzpb\n6GzN0JpNM6U9x+xsmrZcmtagmF5KhEzaFM/LBAXzMikhnR76HBbRGyqcV/FZjF0gAnc8tZHbn9yI\nqp0rxml3DdFG4Q43JQjMx3PuURWFiLwaU+J7GvB3TCmNVuANwP4i8kvgS6qaXCerJTsTvG5A5cgy\nybWFwnbsM90oihVbepOrKIK2ZFMprnv3cfxu6VpWbu2loyXD9I4cM7pyzOhsYUZnC9M7c7Rk0g2V\nb8uuQaMoahzn/hjcTLhLgrVghcRn+VSzKM4A3q2qK4fvEJEMZsGh1wK/qpNszmAsimRSeWNtSXCK\nbNiOQ+dM4sEVW/ntw2s48aDdi0EWiiW29gyyadcAm3aav609g7u7a4LX/nxxyH9fNAvkDPn0SxRL\nUCyVKJQqffda9uGHMpkFc8zntlyaH/zLS5k/rfoEurAtItCaTfPWl86fyJ9q3ISj6pIqaafH2LUR\nwa56bFJ0iWsWBcZaWD/SDlUtADfURyR3yKaFfFGbxqLY2N0fnyDjJHyQJ7dlOe/4hVz9l+Ws3NJL\nLpNia4/x52/pGRz1gW/JpGjLpWkLXDYtmTS5wFUT/uWy6d0+Z1JCKhW6ZIZcM5WfCdY92NozwB3L\nNvHspl21FYXjnVIYWK8lp+vtMEi0vtVhvRinaNUUxcMi8hhwHfArVd3eIJmcobMlw7bePN19CbYo\ngqc5kxIeT/gazWA65f9z6sF05DLc9fRGBgol5k1t5yULpjKzq8X8dbYwsyvHzM5WpnXmaM+mJzyr\naDh/X7mNO5ZtitQpuezbB/vSF3HXIaqGSDKC7ja4GsyeiynKdy7wnyJyH0Zp/FZV+xohXNxMbsuy\nrTfP5gT79sNn5Mj5U3h4VXJ1fdhpiUA2neJDpxzIh045MGaphhhaWKb2oxwe42paqXW/n4D+t4ma\nEnmW+UQyqqJQ1SJwG3CbiOSA0zFK479F5E+q+o4GyRgb6WAUun5Hcl02YQf7qgNn8pXbn+ap9d0j\nLjS/a6DAuu19ZQuquz/Pzv4C3X15+gtFBvIlBoslBgvmbyB4XyiWyovca8Vi96VgsftwX6mkux0X\n+vxTInz81IN4zYtGXMiwTPh8uNm1QmiwRPGHuzoQT4md6ynE0WYAQTA7UtaTu62RGNfWsJpHoaqD\nIvIE8CRwDHBIXaVyhPCirEuwbz+MUZx15Gy+fdezXPLLR3jdobPYuHOAtdv7WLO9nzXbeumuEodJ\np4RcOkUuk6IlY15zmRS5dMqkZIrx5VeucZwSSKVSu61rnK7w94O58f/81EbufWZLbUURvKYc7V3L\nnavFseExbrZk92B2NZKQTdRM1WNt19aoB1UVhYjMx1gRbwM6MK6ns1X1qQbIFjvhDbYhwRZFaKrO\n6Grhi285kst+/Qhf/MPTdLVmmDuljXlT23jpwqnMmdLGnCltTGvPMaktw6TWLF2tGbpas+Qy9ZvY\ndsSnb7OaHFbpenIZm05pyKJwszFRlB64fU2s/foJUCZRy5FMJNXmUdyLiVNcj0mTXdIwqcz5TwO+\nCqSB76pqwxcwCq/Juh3JDcmEN1ZKhDNfPJvTD9+bwWKJ1mxjc/NHI5WSSJ2rq6SixCjC9Ni6SjR2\nwo6/pkXh+DWBMVSPdfWixEw1i+JS4G6NIXoiImngG5h5GquBB0XkRlV9opFyhA9Kd3+BHb15Jrcn\nr4xHeSQefE6lhNaUG0oCjG/fyjVQofBcJBUYXVZNcTxGEdIMMYqmWo8CByfcqepfAERkX+ADwMLK\n41X17DrKdSzwjKouD2T4GXAO0FhFUTKZTzv68izfvIuXLJjayNNPCKFbJ13n9NCxkhJLiwK3XU9h\nENTGjVaOUTjamLIyrjWPov6ijJs43TUTjuPB7BuA7wG/AxpV32kusKri82rgZQ06927sP7ODh1Zu\n57nNPcyd2sa7f7SYj73uYF41bFbwWFBVBgomm2ggX2KgUDSfCyUGCiUG8uZzsaS7ZRUpcMjek1gw\nvfYSmq4H8kTEMkYRHF9fccZMytJdAzjvs7F1PQ0d7+pViV491t2WuDvhLqRfVb9Wd0kiIiIXARcB\nLFiwoC7nKKmyz/QOlq7ewXObexCBpat38Lmbn+CGha/gC7ct4/A5kznryDn85u+reXZTD6WSsmmX\nKR0xYucfpJqG6aVj5cj5U/jtxa+wPt5Vl006ZbfeR3nugaPtkIhZT442A7APZidhIlszLVxkrCPH\nXE8VfFVEPg38ARgIN6rqQ3WTCtYAlQVw5gXbyqjq1cDVAIsWLarLr1dSJZdOMX9qG8s39ZAJHNFP\nb9jF53+/jB/euwKAj/9yKaqmTERKhGkdOfaa1EJLJsWU9hwtmRQt2TS5dIqWrEkxbcmky+mm4f6W\nUfanh1X/vOrWp1hvmbIbdsKOep4iuJ7C4+srz1gpe2ssA/OONgMYi0VRR2HGSeTqsQ43xtWZ2SFH\nAO8CXsOQ60mDz/XiQeDAID6yBpOi+/Y6nm9EVE2Q8oC9Olm2YSct2aE00R/eu4JXHDCdVxwwg8Ur\ntnHe8ftw4kEzG3KjTWnPsna7XSZWOFh31aJIWbue3I4AR5mkpqjbHVLwWrPWU90lGT9NVT02RmwU\nxVuA/VS1YXUsVLUgIu/HzAxPA99X1ccbdf6QkpoRxhFzp/CnpzaSSQnH7juNnoECj6/t5l3H7cNp\nh89utFikU0LRcpjk+vyDlKXrKXzWHW1GpBiF+xZF6HqytCjqKcx4sa4e674ycX2Fu8eAKZj1KBqG\nqt4C3NLIc44gAwIcOX8yqvDU+p28+Zh5XHLqwTy+rpuTJiCgPRbSIhQtlzBTVVPx1FFNEd315GY7\nomY9OdoMoNKNVv24BPStkUtyOHxZTIzCtfTYCqYAT4nIg+weo6hneqwTKKZjOnLelPK2eVPb2GtS\nK3tNim+luFRK7EbhmI7L1c4V7F1PjnuexhCjcLQhRK/15OxFocmqx+K2RfHpukvhKKVgND61I8f+\nMzt4dlMPh8x+YUG9RpOWaK4nVwPAYB5km7YMnzjoGrajcAhcOq42hCar9UQTTbhzMZgtIqKGu2od\nUx/R4kcrRuNfPfcl/G7pWk46OB53UyWplL3rqeT46DVtmfI3NEmtvvKMlfA+sZ1l7mgzgAqlZ3t8\n3SQZP5Grx7rcGBfXzAbuEJFfYdafKC+HGpQcPwE4H7gD+GFdJYyR0KIAOHzuZA6fOzlegQLSKexj\nFKjTN39KJFKw0eVYCzTHPArrtTUSMERsquqxMd4z1RTFacC/AtcFaarbgTYghZlT8d+q+vf6ixgf\nrvqSowWz3Y5R2D7Irq9HEWXugUmScLUl9umx5ePdbUpTTbgzOBbMVtV+4JvAN0UkC8wA+vakJVHV\nUf9+OpWyCgCDST11sQ0h6YjVY121KIYURe1jVd3uXCMHs52miRYuwu1gNqqaB9bVWRbnKCl1X2t5\nLERxPTVN1hPuzzAHrJ5kxV3LCCKUGW+ALOPFtMU+BuYyca5wV78VaZqAUjCPwjVSESfcOawnrMuM\nO58eG7zaWxSONoSxBLMdbgvNYhkFa2vEpNK8oqiCCTq69xCkxX4ehao6aRWFiGW8ZSg91s22RMl6\nUtwcgITYLsKUhA44ckqpwxfGWxSO4m6MIopF4bbrKZ2y8yEnJT3Wusq4o+2oxDYO5uo1AfsV7pKQ\n5e9kmXER2cnIythYc6rxzzyrMyVHg45hbrgpz1FdQFfdZyHRXU+OtiZqxdU6ijJehgYWTTDhLqJF\n4ertBfZrt9SDallPXY0UxEWMReHenROuVlcsKZl0LUXhcOdKePPbj/hcbUloedpZFI5Xj42QwQXu\nXhMI5+m4r9BscbnWEwAishdQLnBUOQmvWXG1ky0rClWLC+im+yzEdk5IYlxPlhk2rrYDhuJAzVAU\nEJKR0WSD2NYjqQM1YxQicraI/AN4DrgLWAHcWme5YsflEWw5cGoxo7lUcjtGkUpFcz252pbI8yjq\nK864iLSsK44rvYidq8NNCdbWiOncFsd8FjgOeFpV9wVOBu6rq1QO4HLHlA6umm0xPZctCvsy4+4q\nbmiyhYss3WhJGKmblNLmIM5yJDaKIq+qW4CUiKRU9Q5gUZ3lih2XF/wJOyW7tFI33WchKRGKFvd+\naD252pRJE/bRAAAgAElEQVRoJTzcVXgwloWL3G2NbZnxJLjRohY4nNBzWxyzXUQ6gb8APxWRrwI9\n4zmpiLxFRB4XkZKILBq27zIReUZElonIqeM5z3gIr4eLo/EwRmETpDPzKOot0dhJ2T7IQ1GK+go0\nRob8+s0QozDUjlG437tGdeu7PKgS3LYozgH6gI8AvweeBc4a53kfA96EUT5lRORQzPrYh2GKEn5T\nRNLjPNeYGLIo3LtxKoPZtSg5mrkVYu16KrsC6yzQGImW9QSuKjyorB5r+w/1k2W8xDlJbcKJOnlw\nAqmZNKOqldbDjybipKr6JIzYCZ8D/ExVB4DnROQZ4FjgbxNx3iiEbp20gz3TUDDbzvXksqIwM7Nr\nH+f6PIpQLrtMTPfLqoBFracEdMC2y4cmYU5IKsaVi0a1KETknuB1p4h0V/ztFJHuOskzF1hV8Xl1\nsG0k+S4SkcUisnjTpk0TLkg+cJxnHFQUUS0K91owRDoVzfXkaluiZAq5H6Mwr01gUESu9eR6W+Jy\nPVWbcHdC8DqmiXcicjuw9wi7LlfV347lOytR1auBqwEWLVo04b9eaFE4qSgiBLNd94dHdj05Gm8Z\nCgDXxvUy49YLFyUBy0F4EpoapxutputJRK5R1XfV2jYcVT1lDPKsAeZXfJ4XbGs4hcAfkkm71zOl\nUhEURSJiFLWPGwplu9sW6wwbkrFwkX2tJ5fbEqNjf4JJWbrR6nJui2MOq/wgIhngmPqIw43AuSLS\nEqyqdyDwQJ3OVZVC8JRka5TIiINQd9mMLtyfcGdXYqFsdbjblEjWkcOXxL7WUwI6YNtaYiEuXxew\nV94TTbUYxWVBYcAXV8YngA3AuFxHIvJGEVkNHA/cLCK3Aajq48D1wBOYDKuLVbU4nnONlUIxDGY7\naFFEKGnddOtR1Fme8ZCydA0obrejmWo9WS+FWndJxo/EOI+iWoziSuBKEblSVS+byJOq6m+A34yy\n7wrgiok831jIBzO8XLQoomTYuJ71ZOt6Ch9ll9siWLrRHJ8EaV3rKQHdq22Z8crjXcV4nB0LZoeo\n6mUiMhfYp/J4Vf3L6P+VfIaC2S5aFObVts6+g00oI2I/wzw83lWixChcJsr9BQm4JnELMUGYEh7x\nnNsmmH0VZhLcE0DoBlKGTZZrNvJBMNvleRTNMOEuLbYLy5hXt0d8lnWFHI9RYOl6SkKMwjY9Nhlt\niWYdTSQ2ZcbfCBwcTILbYwhjFC66niJVj3U8Z98660lD11OdBRoHIpZlVXBbUUQpmQ5utyWqcC63\nJRWjdWTjlFgOZOstiGuEWU9OpsdGmdyF2/5w6zLj4Rt3m2JtUagmIz22OarHGppjToiDK9xV0As8\nLCJ/AspWhap+sG5SOUB5HoWDQ9ho6zM3R5nxcu0tlztY2wwu3B65Rq315Po1gdopya7HjcC+gGY9\nsFEUNwZ/exQFh2dmh8Fp2w7W5RiFddaT40UBIZo/3OFmDAWza86jcL9zLWdwxSzHRBC1HMlEYpP1\n9CMRaQMWqOqyBsjkBC67nobSYy0UhesT7iKMwsF1N5plYB632xF5HoW7TamwKKrPXkmAzrMucFgP\nbJZCPQt4GDMBDhE5SkSa3sJIguvJbh6F2xPuxHLNbJcXkgqJEph3uBlNVetpyDpKPrYTOutybotj\nPoMp9b0dQFUfBvaro0xOUK4e62TWk3m1TSt12aJIp+xmmyZhZrZtdU8ND3aUpgpmR7C+zfH1lGZ8\nmAmdjloUmKVQdwzbZpGYmWyK5VpP7rmeoi2F6vaEu2ZyPUmUeRT1FmYcRF0KNQk0gXFkKuE6bFE8\nLiJvB9IicqCI/A9wb53lip1Cyf0Jd7auJ5ctipSl60kT4XqKUD3W4YbYrtaXhM7X4Z85Mq7Po/gA\npoLsAHAtsAP4UD2FcoHQ9ZR1cDgexfUUV961Lalmcj2J3SRI17OewkyhpikzTpOk+jo+M/tMVb0c\nuDzcICJvAX5RN6kcoFgK16Nw78YJ16OwXcfBbYvC1vXkflFA2/UCXC8zLtYDEcdHIVSu1tcEqb6O\nu55Gqhw7odVkXcTlpVCjLbvZHBPuhtbMrrNA48AEs2sf5/zCRc1UZjx4tbYoHG6MdS2xOjCqRSEi\npwNnAHNF5GsVuyYBhXoLFjcur3AXaR5FAmIUJQ1SRqvIWa4e63C3JE2ycNHQb1xrFF5/WcZL1PW/\nXcZ25n89qOZ6WgssBs4GllRs3wl8pJ5CucDQhDv3nugoJTxKJbd9yJVtqVpiIQnB7BRWPZLrnVYq\nwgqK4PY1GYpRNIPSc3PhoqXAUhG5FmPBHRTsWqaq+fGcVES+AJwFDALPAheo6vZg32XAhZiS5h9U\n1dvGc66x4nQJjwiup5LzrifzWlIlVW3mbPDqeqdkb1G42xDbYHYC+tbIFoW7VyUs4eHuPIqXA/8A\nvgF8E3haRF41zvP+EThcVV8MPE0Q8xCRQzFrXxwGnAZ8U0TS4zzXmBiame2e6ynKPArXJ9yFgfla\na2skYz0KW7++2zOzbWs9hbh8TUKSYDHUIs5FmGx6wS8Dr1PVE1X1VcCpwFfGc1JV/YOqhnGO+4B5\nwftzgJ+p6oCqPgc8g5kV3nDctigizqNwT9eVsXWjJcL1ZF1m3O122Aazk9D5pixNigQ0xdxfDmc9\nZSuLAarq00zs+hT/CtwavJ8LrKrYtzrY9gJE5CIRWSwiizdt2jSB4hgKReOySbmoKMo+ZDvXk8sj\nPls3WrjXZeuICLPMXW4Gln798tEOt0Us76+h491tjG2JmHpgM49isYh8F/hJ8PkdmCB3VUTkdmDv\nEXZdrqq/DY65HJNB9VM7cYdQ1auBqwEWLVo04b9evlRyMuMJolkUrndKtm1JQnpsytI34PrCRbZj\noySU+LDL30qGdRTnPAobRfE+4GIgXKjobkysoiqqekq1/SLyL8DrgZN1aOiyBphfcdi8YFvDKRbV\nSbcTRJ1H4fYovByjqKEphhYucpcodascviTRC+nVU5hx0kyVcK1ridUBm/UoBkTk68CfMMUAl6nq\n4HhOKiKnAZcAJ6pqb8WuG4FrReTLwBzgQOCB8ZxrrBRK7iqK6PMo6i3R2LEtR9J0WU8NkGesNGOt\nJ5/1ND5qKgoRORP4NiaNVYB9ReQ9qnpr9f+syteBFuCPQad3n6q+V1UfF5HrgScwLqmLVbU4jvOM\nmXyx5GTlWIg4jyIBE+7AxvUUBrPdbYuta0DDgx0leq2nOgozTmxnZifCjea46+lLwKtV9RkAEdkf\nuJmhAHRkVPWAKvuuAK4Y63dPFMWSOlk5FiLOo3B+wp15tUn1BbdHfM2zcJF5bYZJamFjkqAIamFb\nS6wu57Y4ZmeoJAKWY2ZnNzX5ojpvUdiW53ZU3wFDMYpanVIpMRZF82QK2XdJ7jamLFkzWEfW83Qm\nHtusp1uA6zE/91uAB0XkTQCq+us6yhcbhVLJyfIdUNm51j625HowO2LWk9NKL8o8irpLM3ZsA8BJ\nGKVHvb9cxpTwcDRGAbQCG4ATg8+bgDZMCQ4FmlRRNInryfE1s8uup6aZmW2T9dQcCxeFONwU6zLj\nScAEs+M5t03W0wWNEMQ1CsWSk4sWQdSZ2W67a8ptsU2PdbcpYB2jcNyisK31lIC+N7rSc/fKxJke\n62ZP6ACFojrreoo229TxGIVtCY8GyDJerJdCTUgJD/taT+4ypPTs0q9dxvb+qsu5YzlrAnB5HkXK\n0ocMCYhRBHdgTaUXxigcvSZg7xpIysJFSbAYatFUbSG+YLZXFKNQaJISHu5PuAsyuCwDpw43Jdpq\nfQ43xHYNh/LxDg9ExNJiTQLicnqsiMwSke+JyK3B50NF5ML6ixYvhQSU8LBJjy2VXA+c2qbHmleH\nm2Jd3dNxPVFRZrw6Seh8rUumJ6Axrq+Z/UPgNkxJDTDrR3y4XgK5QqHkcozCvoSH87WeIqfHutsW\n2+qxOB+jsEswKB9fT2HGSRTr2+VrAsbSc1lRzFDV6zF1ngjWkYilrEYjKRRLTi5aBJTTdu1LeNRZ\noHFgax0lw/VkFxR1PUZha1EkAdvEjyS0NcqEzonGpifsEZHplEvUyHHAjrpK5QCFkpJ11KKINo/C\n7QBwKFuttpT1iLtNCVxPzZD1ZGnlJaB7baYYhe1ApB7YTLj7KKaq6/4i8ldgJvDmukrlAIWiyxPu\nogWz3WyFwbrAYbnMuLutsS2xoLitKGwr+oa43JahooC12+JwMwD76sT1wGbC3UMiciJwMOa3XKaq\n+bpLFjMuL1wUZR6F6ZTcfQTsXU+7H+8i9haF664nu1piSRillwciNY5LQltcrx4LZt3qhcHxRwc1\nR35cN6kcoFhSso72SlHmUSSlKGBNH3I568ndxojtzGzcHoVHsVjB7bZEXQrVZWzvr3pgsx7FNcD+\nwMMMBbEVaGpFYVxPbloUUUt4uJwpZNuWJKxwZybcWc6jcBjbSZCONwOIVsLD5UEIhErPUdcTsAg4\nVOMKt8eEWbjIzRsn0jwK1y0KS394EtJj7bOe3O6Uolis4HrcyLaEh/vdW8rxeRSPAXtP5ElF5LMi\n8oiIPCwifxCROcF2EZGvicgzwf6jJ/K8USg6Po/CJlVOVYMMGzfbARH84eEbd5tiPTObhCQY2K46\n6DJDwexYxZgQ4gxmW82jAJ4QkdtE5Mbwb5zn/YKqvlhVjwJuAv5vsP10zDrZBwIXAd8a53nGTN7h\neRRgt5paMkbh0Tolh5tisp5KtY9zP0ZhXq07JafbYp8e63AzgCCYHdO5bVxPn5nok6pqd8XHDoba\nfw7w48DNdZ+ITBGR2aq6bqJlqIXL61GA3doH4X6HmxHZ9eRwU6zLQDtfZtx6HoX7WE+4S0BjbEvE\n1AOb9Ni76nFiEbkCOA8zee/Vwea5wKqKw1YH216gKETkIozVwYIFCyZcPpdLeIBdBkQi6iOlohUF\ndNs6sgxmO75wEUQrae1yS2zTY8Ht5yTEWdeTiBwnIg+KyC4RGRSRooh0W/zf7SLy2Ah/5wCo6uWq\nOh/4KfD+qIKr6tWqukhVF82cOTPqv9fE5YWLwO5BLpe9cPgJiFrryeGmWPuQXbcowC7ekoRROFHd\naA4jQmxmnI3r6evAucAvMBlQ5wEH1fonVT3FUoafArcAnwbWAPMr9s0LtjWUUkkpKY67nuwfZNdH\n4WBfwsPlDJtUynI9CsdLeIBdDCwkCQOR5lgYy/EV7lT1GSCtqkVV/QFw2nhOKiIHVnw8B3gqeH8j\ncF6Q/XQcsCOu+ATgbHos2D3IyYhR2KViDllHdRdpzFhbFMHRLiMWMbAkdK9RypG4PAiBcOEid+dR\n9IpIDnhYRD6PiReM1ydzlYgcjKlI+zzw3mD7LcAZwDNAL3DBOM8zJsJUTVcn3IF5kGullJYSYVGE\n6bHVj0uE68kyz11VnW4HRAucutyUZlr/2/USHu/CKIb3Ax/BuIb+aTwnVdUR/z/Idrp4PN89EeSD\nHEeXLYp0qnZdofJsZnebYb8UaoDLo74orgF3W2FISe31KJLQuUYtcOgyqRhXuKuqKEQkDfynqr4D\n6Af+oyFSxUyxGFoU7j7OVvMoSkPHuor1Cncl991odu6aZoxR1FeWcVGOgdkf6yzi6JrZqloE9glc\nT3sMoUXhavVYaKZ5FJaup+DV9cCp3QJ3blePBTull4Qx+lB6bDOU8Ihvxp2N62k58NdgNnZPuFFV\nv1w3qWIm9P27umY22M6jCBSFw+1I2xagS8SEuyayKCxcmyEuK73mKuHhdjD72eAvBXTVVxw3KBTd\nVxQ28yhKiehc7Yq2JSHeYrumseslPCBaiRiXCQdJvoTH+LCZmf0fACIyyXzUnXWXKmaG0mNddj1Z\nzKNI1IQ7OzeH222xXyPE5VE42Lk2Qxy+JPZ1q5Kg9CwXxqrLuWsdICKLRORR4BHgURFZKiLH1F+0\n+CgEDvPEB7MTkB6bDhVFrWJ6CUkptV24yHE9YeXaTEYmkd1AJAkY11M857ZxPX0f+HdVvRtARE4A\nfgC8uJ6CxUkSJtyJRfpiEoLZ1kXbcL5vtY5RkIgSHs1S68m8NkWtpxgFtPGtFEMlAaCq9wCF+okU\nP4Vyeqy7rqd0qrbrKRET7ix9yGYBJnfbARGqx+K2Cw1sXZvuE/7OtWf+u0+cc0JGtSgqFg26S0S+\nA1yH+T3/Gbiz/qLFR6GcHuvuw2xVwqPkfgC4vFqfRdaTy+2AqDEKt4kyj8LlxkRaCtXlhrD7LPNG\nd03VXE9fGvb50xXvk6CAx0whEemx9imlLo/E0xGC2c4/yJYTopKQ9WTtRnMc2xIeSUB2sygaewON\nqihU9dWNFMQlhtJj3XU92UzuGppH0QCBxojtIjmlBNTmts1KSUBTrO6vJOgRsXTXJCEwHyXeMtHU\nDGaLyBRMafGFlcer6gfrJ1a8JMP1FGHugcPdUjl90WI5NYcNPCBK1lMyFi5qlvpbYGdROH5JrOcc\n1QObrKdbgPuARzHVXpueJLieogQbXX4AwhTkZnA9QYSZ2Q2QZTykRGpWJ05C2Qt7i6IBwoyTobY0\n/tw2iqJVVT9ad0kcIgmupyh57i7HKKzXZ07APIpMSmpbRgQPuuNtiVLS2uXrEmUpVNcJB0pxKAqb\nnvAaEXm3iMwWkWnhX90li5FiUlxPTbEehXm1KUficjvAWEcFy6ip69aRTfp1Enpf23k64LzuHrIo\nYvjhbRTFIPAF4G/AkuBv8UScXEQ+JiIqIjOCzyIiXxORZ0TkkYoU3YaST0CtJ7t5FO5PuBuqHmuR\nHtsIgcaBVedKMqwjG9dmiMtNsU2PTYDOi5TqO9HYuJ4+Bhygqpsn8sQiMh94HbCyYvPpwIHB38uA\nbwWvDaVcPdbhWk9W1WNLQ8e6ylCMovpxmoDpzBlLiyIBnic712ZjRBknzVTCI7622PSE4bKkE81X\ngEvY/X47B/ixGu4DpojI7Dqcuyr5oNaTyxZFs6xHYV3Cw309QTqVQtVuZTiHdTcQsYSHw42Jcu+7\n3A6odD01HhuLogezXvYdwEC4cTzpsSJyDrBGVZcOuzhzgVUVn1cH29aN8B0XARcBLFiwYKyijMiQ\nReHujRMlz91l3345fbFm56pOr6sBQ2trFEpKroqsSVi4qGnKjNtO6ExAW4bKkTT+3DaK4obgLxIi\ncjuw9wi7Lgc+iXE7jRlVvRq4GmDRokUT+tPlS2GtJ3cf5kgWhbsetIqZ2dWPS4K7JqwNZmUdOd6Y\nZikzXrZYmyCxP/yZnar1FKKqPxKRNmCBqi6z/WJVPWWk7SJyBLAvEFoT84CHRORYYA0wv+LwecG2\nhlIMXE9Zh3tYsQg2JmHCXSTXk8s9EkOuylpximSU8LCJUbg/DI+SHuv4JYl1HoXNehRnAQ8Dvw8+\nHxUsizomVPVRVd1LVReq6kKMe+loVV0P3AicF2Q/HQfsUNUXuJ3qTfigp512PdUeJSVhwp2IWNUV\nMtVjGyTUGAldY8WijZvD7cY0S5nxENtFvlwmzjkhNq6nzwDHElSMVdWHRWS/OslzC3AGQwH0C+p0\nnqqU16Nw2KJIiZDX6poiCRPuIMosc7fbEVoUtSrhQnOkxybBr1+OayVA1lpEmRMy0dgoiryq7hhm\n9k+Yxy+wKsL3Clw8Ud89VpKwwl0mnaJ3sFj1mCRMuAMTp7AJnDrejPL9Uqhh6iUhgyslYu3Xd/m6\nhKJZda4OtwMqYxSNP7eNonhcRN4OpEXkQOCDwL31FSteklDrKZeWchrvaISZRA43A7Atme7+Gg6h\noqhdI8ntzhWMfDXXCGmQLOPB1l2TBOvIdhGmemDjW/kAcBgmNfY6oBv4cD2FiptC0fjDXU7HzKZT\ntRVFcD+5HgQ2o9fabg7nLSNbRaHup8dm0rWLAg7hbltSEdw17rbC4PQ8ClXtxaS0Xl5/cdygUFKn\nZ2VDqChqd0jgvkVhSl9UP0YT4NfPNJFFkU6lKJSquzaTsIYDZUURrxgTQdk6csn1VCuzSVXPnnhx\n3KBQLDntdgKjKAYLdhaFy5YR2K/W53YrKmMUyW9LNiXlWF0tXFZ6YQVom6q+rhMp3jLBVLMojsfM\nkr4OuB/37+0Jo1BS5xVFLmMRoyjPo3AbG9dTKQHzKCK5nhxvSyYt5XL7o5GErtdWeYP795errqe9\ngdcCbwPeDtwMXKeqjzdCsDgplEqJcD3ZTOwC9x+APdH15DqZdIq8ZdqTy5elPAmyxqAqCW40J4PZ\nqlpU1d+r6vnAcZi5DXeKyPsbJl1MFBNgUWTTKfI1XU/JiFFYlYtIRHqseZxqBoET0Bbjekp++dgo\nFoXrOJseKyItwJkYq2Ih8DXgN/UXK17yxWQoikHLUZLr2UJWJdMTkClUWRSwGqZulettSVlnPbls\nsWbTlsob95W3k0UBReTHwOGY2dL/oaqPNUyqmCkmIOvJbh6FeXVdUdis1qe4bxnZWhRJWLgoa3F/\nJaPshXm1ddO6zNAkc7eC2e/ElBj/EPDBilGDYCZRT6qzbLGRT0jWU0lNpzTaDPJyMNvtpgQzs5un\nKKBNjMLx28sEs62XdXUXESGTkvLyxklmqIRH4889qqJQVbeH1HXEWBQu3/6QzZjLky+WSKfSIx6T\nlBIetqupud2Kod/ZqoSH49ckk6o9oTMB8V/Afi1zt6/IkLvSqWD2nky+qGU3gquEvtdqcYpyjMLt\nppBK2VWPdbxvLQ8ualf1db8cSdYiPTbE+euSEsuKvm4TZ3qs411IPBRLJbKOWxS5QL5qmU/lEh6O\nd0tpsSgXkYBReOgCrJVWqgkwj6IEs13H1qJwHSfTY/dkClX8/q4QWhTVyniEQS/Hm2JVtyoJo/Bc\neE1qpC0nIespmxY7hZcAMmk7pef6QKQczI7hd/eKYgQKRXV6LQqoVBQWFoXjD0BrNk1/vkbJ9JL7\nLo7WrLkmAzUURRLmUWRSKVQt00odV3o2FkUSMrjC3zkO48jt3jAmCqWS+xZFpnanlJSigK3ZFP35\n2haF60H5loxJKqilKJJgHYXxlmoDEfe7VkPGsm6V69ckSiXcCT93w88IiMhnRGSNiDwc/J1Rse8y\nEXlGRJaJyKlxyJcvup/11J41nVJflcWLSgmZcNeSSdNfqFWptEHCjIOWsvKu3RbHL0k5RmdXI6ne\n0oyPdKp2DCwJ91c4t8s2yWBCz93wMw7xFVX9YuUGETkUOBez/sUc4HYROUhVqz95E0wSSni0txhF\n0TNYGPWYpEy4a82m2Npj4dd3vB1li6KmdZQEd00webBaDCwJvSt2ddGSQKi8a1VkqAeuuZ7OAX6m\nqgOq+hymvtSxjRYiX3S/KGBHzuj43mqKIiET7lqyNhaFOu9Ca7GMUSQh1TfslGwLA7qMjUUB7j8n\nubJFsWcpiveLyCMi8n0RmRpsm4spbR6yOtj2AkTkIhFZLCKLN23aNKGCJcKiyJnRa7V1s8MBn+vr\nUbRm0rVH4Qlw14QPspXrqRECjYOwLdXWPEnKGD2TktqTIBsky3jIWGQ61ou6KQoRuV1EHhvh7xzg\nW8D+wFHAOuBLUb9fVa9W1UWqumjmzJkTKnsSVrhrbwksigGbGEVDRBozLdlUzaynJLhrUikhl07V\nznoC57VeWzAQ6atxXcD5plhbFK6TtUgwqBd1i1Go6ik2x4nI/wI3BR/XAPMrds8LtjWUQsn9Wk8d\nOYsYRUIm3LVmLNJjE+CuARPQrmYdhX5915vSapEskZAQRWBR2Ajr9lWxSYmvF3FlPc2u+PhGIKxM\neyNwroi0iMi+wIHAA42Wr5CAMuNtNq6nhEy4a83WHoUnoT4SGOuomusp7Fxdb0ro2qylwMH9gUg6\nZVEJNwFKz2aSbb2IK+vp8yJyFMajsAJ4D4CqPi4i1wNPAAXg4kZnPEHoenL75s+lU2RSQs+AhUXh\neK/Umk1TKCn5Yqn8MAwnAVUvAJP5VHVuS/Dqeufalq09EEmGZ9/cX7ViYEmgKV1P1VDVd1XZdwVw\nRQPFeQGFYqm8KLuriAgdLRl2VVEUSZlw1xHEW3oGCkxpz414TBLWcADjeqo2CteEZKI1U4yiLZum\nuz9f8zjX27HHuZ5cJwm1ngCmd+TY0jM46v5wMSDX51FMacsCsKNv9IdZ1f12AHS1ZtjZX0V5B6+u\ntyS0KKorvUZJMz5ac+mqsRaD+42J0/XkFcUIFIrqfPVYgBmdLWzZNTDq/qSsRzE5UBTbe6soigSU\nvQCY1JatOnpNSozCJgYW4npbTLKEdz2NB68oRsCsGuf+TzO9M8eWXVUsitDN4XhTJrfbWRSud0gQ\nKIpq7SB0PbndmPascQdWzXpqlDDjpC1XO/0a3LfyKhcrazSOdyHxkE/AehQQKIoqridNiEVh43oy\n6bFutwNgUmuW7mqup4T0rqFFUS1ZIiQJgflasZYkXJeworV3PTlAqaSokpAYRQvbegdHnT1bSkjO\nftn1VMuiaJRA42BSW6aqRRHius7LZVJ0tmTY2lt7IOI6rYGiqFWbyvVrUq71ZDOhc4LximIYYW2b\n0dI0XWKf6e2owsqtvSPuDx8L1y2KqR05UgKbdo4ebzFFARsn01iZ1JploFAa1dVRjlEkQO1N68ix\ntYrFGuL6dWnNplGttWxwAwUaI5l0ipZMqmp9t3rhfm/YYMKp/kmwKPab2QnA8k27RtyflKKA2XSK\n2ZPbWD2KwgPMYj8J6FxndrUAsLF7ZKU3FKNomEhjppaiSMJiPzCUwVU788l9uloz7LRwB040XlEM\nI/T/uT4zG2C/mR0APDOKokhKjAJg7tQ2Vm/rG3V/SZUE5Bcwb0obAKu3j2LllS0K95neUT1ZIsT1\ntthk1UEyBiKdLRl2VYmB1YsEPHqNJbQokqAoJrVm2W9mB4tXbBtx/9A8ikZKNTbmT21nxZaeUfcn\noSggGIUHsGYUpVeeR+F+U5jR2cLGnf2j7k+CuwZgWqeZxFk18SMh1lFna/VJtvXCK4phhLXeXa8e\nG+awemEAABCRSURBVHL8ftO5f/mWEX3iSZlHAXDYnEls3DnAuh2jdLAJmZm99+RW0inh+S2jWRRh\ngoH7jVk4o4PNuwZrzmp2/bpM7zCKwibe4jreonCEQoIsCoDTD59Nz2CRWx5d94J9SYlRABy9j1mS\nZFTrKClFATNpDprVxdLV20fcnySLYv/Atbl808iWXjLG4CbWAlSdnArJuCadLT5G4QTherRJsShe\nvv90DprVyZf/+PQLct7DUXgSOtjD50xiRmcLv1u6dsT9SSkKCPCSBVN4eOX2EavIJsVdA3DI7EkA\nLF01stIbwu0rM6OzBRFYtyP5brSZXS1squIOrBfJ6A0bSLgSVlIsilRK+NwbjmDt9j4uumbxbpPW\nSgmpjwRGMb/5mHnc/uQGHl2944UHJMT1BHDqYXuzc6DAH5/Y8MKdCanoCzB/WjsLprVz19MjryCZ\nlDWzW7Np5k9tHzXpI0nMmdzG5l2DVjPNJxKvKIZRdj0lYGZ2yLH7TuMLbz6S+5Zv5Yyv3s3Nj6xD\nVc1s5riFi8D7Ttqf6Z0tvOeaxTy1vnu3fUmyKE44YAb7zujgi7ctY8ewTJtyemwcgo2BM188mzuX\nbeTZKp1sAnQeB83q5Ml13VWPSUAzhpIlto+eIVgPvKIYRiFB6bGV/NMx87j+PcfT0ZLm4msf4rVf\n+Qs/+OsKy5W93GByW5YfXvBSBovK2f/zVz51w6P8Y8NOIEiPTUKPhJmDc9WbjmDt9n7+6dv3cu+z\nm8uj76QUBQy54BUL6WrN8t5rlrBylAB9Ejh+/xks39TDc5uTHW85aFYXAI+tGcHqriNeUQxjyPWU\nvJ/mmH2mcuuHXsWX33okHTlTtiBh+o7D5kzm9x9+Jf90zDx+/uAqXvuVv3DGV+9m9ba+xHSuAC/b\nbzo/uOCl9AwUePv/3s/rvvIXvnjbMv6+ygTrk9KUvbpa+dY7j2Z9dz8nf/lOPvyzv/OHx9dXrcvl\nImccsTe5dIrP//6pctp4Ejlk9iS6WjP8+amNDT1vXCvcISIfAC4GisDNqnpJsP0y4MJg+wdV9bZG\nyhWOwNMJcj1Vkk4Jbzp6Hm86eh6PrdlRtWyBq8zobOHKNx3BR197EDc9spabHllHd1+eGZ0tcYsW\niVccMIM7Pn4SN/x9DTc8vIZv3fVseZ5OKkEa/OX7z+APH3kV37zjWW5cupYbHt494SAJLZk9uY2P\nvPYg/uv3T/H6/7mHN75kLkfMm8xBs7qYGlQvTkLcKJ0S3rpoPj/463O88sCZnHPUnIaUG5I4AlIi\n8mrgcuBMVR0Qkb1UdaOIHApcBxwLzAFuBw6qtRzqokWLdPHixRMi2wPPbeWt3/kbP7nwZZxw4IwJ\n+U7P+NnZn6ctm05MNtpIbO8d5L7lW3lqfTdvO3YBsya1xi1SZPLFEg+u2MpDz2/jgRXb2NWf5yf/\n9jLac7GNOa1RVW5cupZv3fksT63fWd4elviY1pHjr5e+Ji7xrNk1UOC8793PQyu309WS4d9ffQDv\nO2n/MX2XiCxR1UW1jovr6r4PuEpVBwBUNbSjzgF+Fmx/TkSewSiNv9VDiLue3sRnb3pit21hPZgk\n1Hrak+hqzcYtwriZ0p7jtMP35rTD945blDGTTad4+f4zePn+yRtEiQjnHDWXc46ay4bufp5c180z\nG3exbkc/63f0c9jcSXGLaEVnS4ZfvPfl/OnJDdz19CYWTGuv+znjUhQHAa8UkSuAfuDjqvogMBe4\nr+K41cG2FyAiFwEXASxYsGBMQnS2ZDg4CA5V8ooDpnN4Qm4aj8cTnVmTWpk1qZWTDt4rblHGRDol\nvO6wvXndYY0ZdNRNUYjI7cBIrbg8OO804DjgpcD1IrJflO9X1auBq8G4nsYi4zH7TOWYYEawx+Px\neEambopCVU8ZbZ+IvA/4tZoAyQMiUgJmAGuA+RWHzgu2eTwejycm4ooM3gC8GkBEDgJywGbgRuBc\nEWkRkX2BA4EHYpLR4/F4PMQXo/g+8H0ReQwYBM4PrIvHReR64AmgAFxcK+PJ4/F4PPUlFkWhqoPA\nO0fZdwVwRWMl8ng8Hs9oJDcp3ePxeDwNwSsKj8fj8VTFKwqPx+PxVMUrCo/H4/FUJZZaTxONiGwC\nnh/jv8/ApOY2A74tbtIsbWmWdoBvS8g+qjqz1kFNoSjGg4gstimKlQR8W9ykWdrSLO0A35aoeNeT\nx+PxeKriFYXH4/F4quIVRVBYsEnwbXGTZmlLs7QDfFsiscfHKDwej8dTHW9ReDwej6cqXlF4PB6P\npyp7tKIQkdNEZJmIPCMil8Ytz0iIyPdFZGNQaTfcNk1E/igi/whepwbbRUS+FrTnERE5uuJ/zg+O\n/4eInB9DO+aLyB0i8oSIPC4iH0pwW1pF5AERWRq05T+C7fuKyP2BzD8XkVywvSX4/Eywf2HFd10W\nbF8mIqc2ui2BDGkR+buI3JTwdqwQkUdF5GERWRxsS9z9FcgwRUR+KSJPiciTInJ8rG1R1T3yD0gD\nzwL7YdbDWAocGrdcI8j5KuBo4LGKbZ8HLg3eXwr8V/D+DOBWQDCrB94fbJ8GLA9epwbvpza4HbOB\no4P3XcDTwKEJbYsAncH7LHB/IOP1wLnB9m8D7wve/zvw7eD9ucDPg/eHBvddC7BvcD+mY7jHPgpc\nC9wUfE5qO1YAM4ZtS9z9FcjxI+Dfgvc5YEqcbWlo4136A44Hbqv4fBlwWdxyjSLrQnZXFMuA2cH7\n2cCy4P13gLcNPw54G/Cdiu27HRdTm34LvDbpbQHagYeAl2Fmx2aG31/AbcDxwftMcJwMv+cqj2ug\n/POAPwGvAW4K5EpcO4LzruCFiiJx9xcwGXiOINnIhbbsya6nucCqis+rg21JYJaqrgverwdmBe9H\na5NTbQ1cFi/BjMQT2ZbAXfMwsBH4I2YUvV1VCyPIVZY52L8DmI4bbflv4BKgFHyeTjLbAaDAH0Rk\niYhcFGxL4v21L7AJ+EHgEvyuiHQQY1v2ZEXRFKgZKiQmx1lEOoFfAR9W1e7KfUlqi6oWVfUozIj8\nWOBFMYsUGRF5PbBRVZfELcsEcYKqHg2cDlwsIq+q3Jmg+yuDcTd/S1VfAvRgXE1lGt2WPVlRrAHm\nV3yeF2xLAhtEZDZA8Lox2D5am5xoq4hkMUrip6r662BzItsSoqrbgTswLpopIhKuGlkpV1nmYP9k\nYAvxt+UVwNkisgL4Gcb99FWS1w4AVHVN8LoR+A1GgSfx/loNrFbV+4PPv8QojtjasicrigeBA4MM\njxwmOHdjzDLZciMQZjCcj/H3h9vPC7IgjgN2BKbqbcDrRGRqkCnxumBbwxARAb4HPKmqX67YlcS2\nzBSRKcH7Nkys5UmMwnhzcNjwtoRtfDPw52BEeCNwbpBNtC9wIPBAY1oBqnqZqs5T1YWY+//PqvoO\nEtYOABHpEJGu8D3mvniMBN5fqroeWCUiBwebTgaeIMa27NEzs0XkDIyPNg18X8163U4hItcBJ2FK\nCW8APg3cgMlMWYApr/5WVd0adMZfB04DeoELVDVME/xX4JPB116hqj9ocDtOAO4GHmXIH/5JTJwi\n9rY89NBDb8hkMpeq6t61js3n87nt27dPxwRyaW1t7enq6tpRKBQy27dvn1kqlVKZTGZw6tSpm0VE\nVVW2bds2o1Ao5FKpVGnKlCmbMplMAWDnzp2T+/r6OgEmTZq0tbW1tc9GXhFZXygUrjr66KNvGEez\nK7/vJODjqvp6EdkPY2FMA/4OvFNVB0SkFbgGE1/aismMWh78/+XAvwIFjFvx1omQK4L8+2GsCDCu\nm2tV9QoRmY4D91dUROQo4LuYjKflwAWYgX0sbdmjFYXHE7J06dJnDzjggL5UKkVPT88UVXXW2lZV\n8vl8ZuXKlZkrr7zyzcAdN954o3+QPXUjU/sQj2ePIN3S0lLYvHnzXBEpiYjTHW82my2JSBr4F4yv\n+rHq/+HxjB2vKDyegGKxmAZIpVLFuGWxIVBmRYxb0uOpG86a1x5PM3LGGWdM37Ztm4SfL7nkkkl7\n7bXX7DPPPHP6qaeeOuNTn/pUF8CaNWtSJ5544ox58+bNzufz1b5Squ30eCYCryg8ngZy8skn9996\n662t4efFixfnjjnmmMEbbrhhy2233bb58ccfz27dulWmTZtW+s1vfrPlyCOPHIxTXo8HvOvJ49mN\nL/x5Zcc/Nvelx/MdB85sz196ysLukfadffbZ/Z/97Gcnvf3tb+976KGHsoccckh+xYoVGYBisUih\nUJBcLkdbWxttbW1Ox0k8ew7eovDssYjIdDGVRh/esGHDvGXLlr2okB9s1WIhq8VCth7nXLhwoaxb\nty7X19fHTTfd1HrmmWf2A7zhDW+YfsIJJ8ycM2dOsbOzs6aC6O3tbc/n87l6yOjxDMdbFJ49FlXd\nAhwFcM8992yfOnVq32Wn7pVJp9NVgwLjoaenp+uVr3xl/5///OeWu+++u+WSSy7Z+Y1vfKPzhhtu\n2JLNZrn00ksn3X333blXvvKVVV1ObW1tffl8vrNecno8lXhF4fGMwIYNG/aeNWvW+sHBwdyuXbu6\nRKRUKBSyra2tfZlMptDb29uhqjJ16tSt6XS6WCqVUt3d3ZPDzKmurq4duVxuN4WjqlIoFDLnnHPO\ntk9+8pOTZ8+eLQMDA1NUNbt58+a9pk6d2t3Z2Zldu3Zt67Zt2wpTp07dCrBr166uYrHYCtDS0jLQ\n1dXVLSIqIqXe3t4Z7e3tjf+BPHsU3vXk8dSgUChkJ0+evGPmzJkb+/v724vFYmb69Omb29raent6\nejoAuru7J7W3t/dMnz5985QpU7Z1d3dPGf49+Xw+m8lkCkceeWRh/fr16VNPPbVQLBbTIpK/8MIL\nS29605umPvnkk7zhDW/YmM/n9eyzz5751FNPZc8777yOZ599dvuMGTM2dXZ27gy/L5VKFQcGBvZq\n5G/h2TPxFoXHU4NMJjOYSqVKAOl0upDL5foBstlsfnBwMAcwODjYUiwWy3ENVU2pqlRO3CsWi+nw\ne5YsWbJx165dXYDefPPNuwA2bNgwe9asWVsA2tvbC9ddd91gR0dHz5YtW2ZmMpmO/v7+/tbW1v7w\n+1KplBaLRW9OeOqOVxQeTw1MKZ1RP5c/TJs2bdPwY4f9n6qqDN9W8XHEIPb06dM3DQwMtPT397f1\n9vZ2TJs2bQuYUh4ikojJgZ5k411PHg+mvv946p7lcrmB3t7ejvBzPp9/wSAsk8kUwhhGBLmkVCql\nWlpaBiZNmrSjUChkgu0Ui8VUNpvdPmahPR5LvEXh8QAbNmzYOHPmzL2y2Wyh9tEvZNKkSd3d3d2T\nN2/e3A6Qy+UGs9nsjspjMplMoVQqvcAlVY2g8uy00BLp6urqVlV27tzZunLlStrb25Oyhoonwfjq\nsR4PsGTJkr0KhcJ1xWLxpel0ulT7P8bG4OBgi4hoNpsd84xrVdVNmzbt+NKXvvT/2rtjFARiIArD\nD2zWJmnsrDxD7jGeyZN4hznClvZ2gta2iZ0EizQKEgRXFuT/DhBe9xgIM7cQwkHS3t3HCWMCL5go\nAEkppauZbSXt1Jbs/WR1Rq11kXPexBhP37xTSlkPw1DU7j+cp0kHvMdEATwxs5Xa2cnl3Fk+cJd0\ndPfL3EHw3ygKAEAXv54AAF0UBQCgi6IAAHRRFACArge9u651+zHA9AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faf15c99e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAEWCAYAAACt5MYgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faf16256050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEWCAYAAAB42tAoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYNK9dVIAgBsjKAAAkwgKAMAkggIAMOkI62XhS5TBiF8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faf132c1f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from runAndPlot import run_c302\n",
    "cells, cells_to_stimulate, params, muscles = run_c302('NMJ','C2','',1000,0.05,'jNeuroML',verbose=False,plot_ca=False, data_reader=\"UpdatedSpreadsheetDataReader\", config_package=\"notebooks.configs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
